Publications

Found 636 results
Type [ Year(Asc)]
2022
Z Du, J Sun, A Li, PY Chen, J Zhang, H Li, and Y Chen. "Rethinking normalization methods in federated learning." In Distributedml 2022 Proceedings of the 3rd International Workshop on Distributed Machine Learning, Part of Conext 2022, 16-22. 2022.
J Pan, CC Chang, Z Xie, J Hu, and Y Chen. "Robustify ML-based lithography hotspot detectors." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. 2022.
GL Zhang, S Zhang, HH Li, and U Schlichtmann. "RRAM-based Neuromorphic Computing: Data Representation, Architecture, Logic, and Programming." In Proceedings 2022 25th Euromicro Conference on Digital System Design, Dsd 2022, 423-428. 2022.
B Li, H Lv, Y Wang, and Y Chen. "Security Threat to the Robustness of RRAM-based Neuromorphic Computing System." In Proceedings 2022 Ieee International Symposium on Smart Electronic Systems, Ises 2022, 267-271. 2022.
Y Chen, and HH Li. SMALE: Enhancing Scalability of Machine Learning Algorithms on Extreme-Scale Computing Platforms., 2022.
C Wang, D Feng, W Tong, J Liu, B Wu, and Y Chen. "Space-Time-Efficient Modeling of Large-Scale 3-D Cross-Point Memory Arrays by Operation Adaption and Network Compaction." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 41, no. 10 (2022): 3479-3491.
Y Chen, and Y Wang. "A survey of architectures of neural network accelerators." Scientia Sinica Informationis 52, no. 4 (2022): 596-611.
J Mao, Q Yang, A Li, KW Nixon, H Li, and Y Chen. "Toward Efficient and Adaptive Design of Video Detection System with Deep Neural Networks." Acm Transactions on Embedded Computing Systems 21, no. 3 (2022).
J Pan, CC Chang, Z Xie, A Li, M Tang, T Zhang, J Hu, and Y Chen. "Towards Collaborative Intelligence: Routability Estimation based on Decentralized Private Data." In Proceedings Design Automation Conference, 961-966. 2022.
M Inkawhich, N Inkawhich, E Davis, H Li, and Y Chen. "The Untapped Potential of Off-the-Shelf Convolutional Neural Networks." In Proceedings 2022 Ieee/Cvf Winter Conference on Applications of Computer Vision, Wacv 2022, 2907-2916. 2022.
2021
B Taylor, A Shrestha, Q Qiu, and H Li. "1S1R-based stable learning through single-spike-encoded spike-timing-dependent plasticity." In Proceedings Ieee International Symposium on Circuits and Systems. Vol. 2021-May. 2021.
Y Chen. "2021: The Greatest Reset [From the Editor]." Ieee Circuits and Systems Magazine 21, no. 1 (2021).
BK Joardar,, PP Pande, H Li, and K Chakrabarty. "AccuReD: High Accuracy Training of CNNs on ReRAM/GPU Heterogeneous 3-D Architecture." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 40, no. 5 (2021): 971-984.
Y Chen, A Li, H Yang, T Zhang, Y Yang, H Li, S Banerjee, and M Pajic. "AI-Powered IoT System at the Edge." In Proceedings 2021 Ieee 3rd International Conference on Cognitive Machine Intelligence, Cogmi 2021, 242-251. 2021.
Z Xie, X Xu, M Walker, J Knebel, K Palaniswamy, N Hebert, J Hu, H Yang, Y Chen, and S Das. "APOLLO: An automated power modeling framework for runtime power introspection in high-volume commercial microprocessors." In Proceedings of the Annual International Symposium on Microarchitecture, Micro, 1-14. 2021.
CC Chang, J Pan, T Zhang, Z Xie, J Hu, W Qi, CW Lin, R Liang, J Mitra, E Fallon et al. "Automatic Routability Predictor Development Using Neural Architecture Search." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. Vol. 2021-November. 2021.
Q Yang, and H Li. "BitSystolic: A 26.7 TOPS/W 2b8b NPU with Configurable Data Flows for Edge Devices." Ieee Transactions on Circuits and Systems I: Regular Papers 68, no. 3 (2021): 1134-1145.
HH Li. "Brain Inspired Computing: The Extraordinary Voyages in Known and Unknown Worlds." In 2021 Ieee International Symposium on Smart Electronic Systems (Ises 2021), XXXI - XXXII. 2021.
N Inkawhich, MJ Inkawhich, EK Davis, UK Majumder, E Tripp, C Capraro, and Y Chen. "Bridging a Gap in SAR-ATR: Training on Fully Synthetic and Testing on Measured Data." Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14 (2021): 2942-2955.
H Yang, L Duan, Y Chen, and H Li. "BSQ: EXPLORING BIT-LEVEL SPARSITY FOR MIXED-PRECISION NEURAL NETWORK QUANTIZATION." In Iclr 2021 9th International Conference on Learning Representations. 2021.
N Inkawhich, KJ Liang, J Zhang, H Yang, H Li, and Y Chen. "Can Targeted Adversarial Examples Transfer When the Source and Target Models Have No Label Space Overlap?" In Proceedings of the Ieee International Conference on Computer Vision, 41-50. Vol. 2021-October. 2021.
X Chai, X Zhi, Z Gan, Y Zhang, Y Chen, and J Fu. "Combining improved genetic algorithm and matrix semi-tensor product (STP) in color image encryption." Signal Processing 183 (2021).
S Zhang, HH Li, and U Schlichtmann. "Connection-based Processing-In-Memory Engine Design Based on Resistive Crossbars." In Proceedings of the Asia and South Pacific Design Automation Conference, Asp Dac, 107-113. 2021.
A Li, J Guo, H Yang, FD Salim, and Y Chen. "DeepObfuscator: Obfuscating Intermediate Representations with Privacy-Preserving Adversarial Learning on Smartphones." In Iotdi 2021 Proceedings of the 2021 International Conference on Internet of Things Design and Implementation, 28-39. 2021.
C Yang, L Ding, Y Chen, and H Li. "Defending against GAN-based DeepFake Attacks via Transformation-aware Adversarial Faces." In Proceedings of the International Joint Conference on Neural Networks. Vol. 2021-July. 2021.

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